Zimmermann, W. H. | bioRxiv Science

bioRxiv2025

SarcAsM: AI-based multiscale analysis of sarcomere organization and contractility in cardiomyocytes

Cardiomyocyte function critically depends on sarcomere dynamics and their organization in myofibrils. To uncover how cardiomyocyte function emerges from individual sarcomere dynamics, comprehensive analysis of Z-bands (nanometer scale), sarcomeres ([~]2 {micro}m scale), and myofibrils ([~]10 to 100 {micro}m scale) is required. Tools for such multiscale analyses are presently lacking. Here we introduce the Sarcomere Analysis Multitool (SarcAsM), which combines deep learning and graph-based methods for automated, fast, and unbiased structural assessment of sarcomeric Z-bands, sarcomeres, and myofibrils as well as their organization in larger myofibril domains. SarcAsM features a generalist deep learning model, pre-trained on a broad range of experimental and published images, ensuring its versatile application and immediate usability across diverse datasets. Finally, we demonstrate the versatile utility of SarcAsM in analyzing sarcomere structure and dynamics under acute and chronic drug exposure in hiPSC-derived cardiomyocytes with fluorescently tagged Z-bands. SarcAsM is available as open-source Python package and stand-alone application.

bioinformatics↗

bioRxiv2022

Dystrophin is a mechanical tension modulator

Duchenne muscular dystrophy (DMD) represents the most common inherited muscular disease, where progressing muscle weakness leads to loss of ambulation and premature death. DMD is caused by mutations in the dystrophin gene, and is known to reduce the contractile capacity of muscle tissue both in vivo, and in reconstituted systems in vitro. However, these observations are based on mechanical studies that focused on stimulated contractions of skeletal muscle tissue. Seemingly paradoxical, upon evaluating bioengineered skeletal muscles produced from DMD patient derived myoblasts we observe an increase in myosin motor mediated homeostatic tissue tension that strongly correlates with decreased stimulated tissue strength, suggesting the involvement of dystrophin in regulating the baseline homeostatic tension level of tissue. This was confirmed by three independent pairs of isogenic cell lines, one of each lacking dystrophin compared to the isogenic dystrophin-expressing control. From this we speculate that the protective function of dystrophin also supports cellular fitness via active participation in the mechanosensation to achieve and sustain an ideal level of tissue tension. Hence, this study reveals fundamental novel insights into skeletal muscle biomechanics and into a new key mechanical aspect of DMD pathogenesis, provided by increased homeostatic tissue tension.

biophysics↗